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List of works by Klaus-Robert Müller

"What is relevant in a text document?": An interpretable machine learning approach

scientific article

A Mathematical Programming Approach to the Kernel Fisher Algorithm ⬇️

A New Discriminative Kernel From Probabilistic Models ⬇️

A Scatter-Based Prototype Framework and Multi-Class Extension of Support Vector Machines ⬇️

scientific article published on October 30, 2012

A convolutional neural network for steady state visual evoked potential classification under ambulatory environment

scientific article

A critical assessment of connectivity measures for EEG data: a simulation study

scientific article

A data analysis competition to evaluate machine learning algorithms for use in brain-computer interfaces

scientific article published in June 2003

A generalized framework for quantifying the dynamics of EEG event-related desynchronization

scientific article

A large scale screening study with a SMR-based BCI: Categorization of BCI users and differences in their SMR activity

scientific article published in PLoS ONE

A lower limb exoskeleton control system based on steady state visual evoked potentials

scientific article published on 17 August 2015

A mathematical model for the two-learners problem

scientific article published on 22 February 2017

A new discriminative kernel from probabilistic models

scientific article published in October 2002

A novel mechanism for evoked responses in the human brain

scientific article (publication date: 6 June 2007)

A probabilistic approach to classifying metabolic stability.

scientific article

A regularized discriminative framework for EEG analysis with application to brain-computer interface

scientific article published on 29 July 2009

A resampling approach to estimate the stability of one-dimensional or multidimensional independent components

scientific article published in December 2002

Accurate Maximum-Margin Training for Parsing With Context-Free Grammars

scientific article published on 4 December 2015

Accurate solubility prediction with error bars for electrolytes: a machine learning approach.

scientific article

Adaptive On-line Learning in Changing Environments ⬇️

scientific article published in January 1997

An Empirical Study on The Properties of Random Bases for Kernel Methods ⬇️

scientific article published in January 2017

An adaptive deep reinforcement learning framework enables curling robots with human-like performance in real-world conditions

scientific article published on 01 September 2020

An efficient ERP-based brain-computer interface using random set presentation and face familiarity

scientific article

Analysis of Drifting Dynamics with Neural Network Hidden Markov Models ⬇️

article published in 1998

Analysis of multimodal neuroimaging data

scientific article

Analyzing Classifiers: Fisher Vectors and Deep Neural Networks

scientific article published in June 2016

Analyzing Coupled Brain Sources: Distinguishing True from Spurious Interaction ⬇️

scientific article published in January 2006

Analyzing Neuroimaging Data Through Recurrent Deep Learning Models

scientific article published on 10 December 2019

Analyzing neuroimaging data with subclasses: A shrinkage approach

scientific article

Applicability Domains for Classification Problems: Benchmarking of Distance to Models for Ames Mutagenicity Set

scientific article published on 27 December 2010

Artificial intelligence and pathology: From principles to practice and future applications in histomorphology and molecular profiling

scientific article published on 23 February 2021

Assessment and Validation of Machine Learning Methods for Predicting Molecular Atomization Energies

scientific article published on 30 July 2013

Asymptotic properties of the Fisher kernel

scientific article published in January 2004

Automating the search for a patent's prior art with a full text similarity search

Autonomous robotic nanofabrication with reinforcement learning

scientific article published on 02 September 2020

BCI Applications for the General Population

scientific article published on 23 January 2012

BCI Meeting 2005--workshop on BCI signal processing: feature extraction and translation

scientific article published on June 2006

Basis profile curve identification to understand electrical stimulation effects in human brain networks

scientific article published on 02 September 2021

Benchmark data set for in silico prediction of Ames mutagenicity

scientific article

Boosting bit rates and error detection for the classification of fast-paced motor commands based on single-trial EEG analysis

scientific article published on June 2003

Boosting bit rates in noninvasive EEG single-trial classifications by feature combination and multiclass paradigms

scientific article published in June 2004

Brain-Computer Interfaces and Visual Activity

Brain-Computer Interfaces and Visual Activity

Brain-computer interfacing in discriminative and stationary subspaces ⬇️

scientific article published on January 1, 2012

Brain-computer interfacing under distraction: an evaluation study

scientific article

Bypassing the Kohn-Sham equations with machine learning

scientific article published on 11 October 2017

CSP patches: an ensemble of optimized spatial filters. An evaluation study

scientific article published on 24 March 2011

Channel selection for simultaneous and proportional myoelectric prosthesis control of multiple degrees-of-freedom

scientific article published in August 2014

Classifying 'drug-likeness' with kernel-based learning methods.

scientific article

Classifying Single Trial EEG: Towards Brain Computer Interfacing ⬇️

scientific article published in January 2002

Clustering with the Fisher Score ⬇️

scientific article published in January 2003

Co-adaptive calibration to improve BCI efficiency.

scientific article published on 24 March 2011

Combined optimization of spatial and temporal filters for improving brain-computer interfacing

scientific article published in November 2006

Combining Features for BCI ⬇️

scientific article published in January 2003

Combining Multiple Hypothesis Testing with Machine Learning Increases the Statistical Power of Genome-wide Association Studies

scientific article

Combining sparsity and rotational invariance in EEG/MEG source reconstruction

scientific article published on 3 May 2008

Common Spatial Pattern Patches: online evaluation on BCI-naive users.

scientific article published in January 2012

Common spatial pattern patches - an optimized filter ensemble for adaptive brain-computer interfaces

scientific article published on January 1, 2010

Computational analysis reveals histotype-dependent molecular profile and actionable mutation effects across cancers

scholarly article by Daniel Heim published in November 2018

Concurrent Adaptation of Human and Machine Improves Simultaneous and Proportional Myoelectric Control

scientific article published on 10 February 2015

Correction to "Concurrent Adaptation of Human and Machine Improves Simultaneous and Proportional Myoelectric Control".

scientific article published in November 2015

Corrigendum: The need for novel informatics tools for integrating and planning research in molecular and cellular cognition

scientific article published on 17 October 2016

Covariance shrinkage for autocorrelated data ⬇️

scientific article published in January 2014

Covariate shift adaptation in EMG pattern recognition for prosthetic device control

scientific article published on January 2014

Decoding of top-down cognitive processing for SSVEP-controlled BMI

scientific article

Deep Neural Networks for No-Reference and Full-Reference Image Quality Assessment

scientific article

Denoising and Dimension Reduction in Feature Space ⬇️

scientific article published in January 2007

Directional Variance Adjustment: Bias Reduction in Covariance Matrices Based on Factor Analysis with an Application to Portfolio Optimization ⬇️

scientific article published on July 3, 2013

Distributed functions of detection and discrimination of vibrotactile stimuli in the hierarchical human somatosensory system

scientific article

Divergence-based framework for common spatial patterns algorithms

scientific article

EEG-based BCI for the linear control of an upper-limb neuroprosthesis

scientific article published on 11 July 2016

EEG-based classification of video quality perception using steady state visual evoked potentials (SSVEPs).

scientific article published on 13 March 2015

EEG-based usability assessment of 3D shutter glasses

scientific article published on 8 December 2015

Editorial: Charting Chemical Space: Challenges and Opportunities for Artificial Intelligence and Machine Learning.

scientific article published in September 2011

Effect of higher frequency on the classification of steady-state visual evoked potentials

scientific article published on 22 December 2015

Efficient Exact Inference With Loss Augmented Objective in Structured Learning

scientific article published on 19 August 2016

Efficient algorithms for exact inference in sequence labeling SVMs

scientific article published in May 2014

Efficient and Accurate Lp-Norm Multiple Kernel Learning ⬇️

scientific article published in January 2009

Electroencephalography/sonication-mediated human brain-brain interfacing technology

scientific article published on 29 April 2014

Enhanced performance by a hybrid NIRS-EEG brain computer interface

scientific article published on 4 August 2011

Enhancing the signal-to-noise ratio of ICA-based extracted ERPs

scientific article published in April 2006

Ensembles of adaptive spatial filters increase BCI performance: an online evaluation

scientific article

Estimating the Reliability of ICA Projections ⬇️

article published in 2002

Estimating the domain of applicability for machine learning QSAR models: a study on aqueous solubility of drug discovery molecules

scientific article published on 14 July 2007

Estimating the domain of applicability for machine learning QSAR models: a study on aqueous solubility of drug discovery molecules.

scientific article

Estimating vector fields using sparse basis field expansions ⬇️

Evaluating the Visualization of What a Deep Neural Network Has Learned

scientific article

Explainable Artificial Intelligence: Understanding, Visualizing and Interpreting Deep Learning Models

scholarly article

Explaining Predictions of Non-Linear Classifiers in NLP

scientific article published in 2016

Explaining Recurrent Neural Network Predictions in Sentiment Analysis ⬇️

scientific article published on 4 August 2017

Explaining and Interpreting LSTMs

scientific article published in 2019

Explaining nonlinear classification decisions with deep Taylor decomposition

article

Explaining the unique nature of individual gait patterns with deep learning

scientific article published on 20 February 2019

Explanations can be manipulated and geometry is to blame ⬇️

Explorative data analysis for changes in neural activity ⬇️

scientific article published on March 15, 2013

Extracting latent brain states--Towards true labels in cognitive neuroscience experiments

scientific article

Eyes-closed hybrid brain-computer interface employing frontal brain activation.

scientific article published on 7 May 2018

Fast and Accurate Modeling of Molecular Atomization Energies with Machine Learning

scientific article (publication date: 2012)

Feature extraction for change-point detection using stationary subspace analysis

scientific article published in April 2012

Finding Stationary Subspaces in Multivariate Time Series

scientific article (publication date: 20 November 2009)

Finding brain oscillations with power dependencies in neuroimaging data.

scientific article

Finding density functionals with machine learning

scientific article published on 19 June 2012

Finding stationary brain sources in EEG data

scientific article published on January 1, 2010

First study towards linear control of an upper-limb neuroprosthesis with an EEG-based Brain-Computer Interface.

scientific article published in January 2012

From machine learning to natural product derivatives that selectively activate transcription factor PPARgamma

scientific article published in February 2010

Fusing Simultaneous EEG and fMRI Using Functional and Anatomical Information

Generalizing Analytic Shrinkage for Arbitrary Covariance Structures ⬇️

Going Metric: Denoising Pairwise Data ⬇️

scientific article published in January 2003

Heterogeneous Component Analysis ⬇️

scientific article published in January 2008

High-fidelity molecular dynamics trajectory reconstruction with bi-directional neural networks

scientific article published in 2022

Identifying Granger causal relationships between neural power dynamics and variables of interest

scientific article published on 30 December 2014

Identifying interactions in mixed and noisy complex systems

scientific article published on 23 May 2006

Improved decoding of neural activity from fMRI signals using non-separable spatiotemporal deconvolutions ⬇️

scientific article published on April 14, 2012

Improvement of Information Transfer Rates Using a Hybrid EEG-NIRS Brain-Computer Interface with a Short Trial Length: Offline and Pseudo-Online Analyses.

scientific article

Improving BCI performance by task-related trial pruning.

scientific article

Improving the Caenorhabditis elegans Genome Annotation using Machine Learning

scientific article published in 2005

Improving the Caenorhabditis elegans genome annotation using machine learning

scientific article

Improving the Robustness of Myoelectric Pattern Recognition for Upper Limb Prostheses by Covariate Shift Adaptation

scientific article published on 26 October 2015

Increase Information Transfer Rates in BCI by CSP Extension to Multi-class ⬇️

scientific article published in January 2004

Inducing Metric Violations in Human Similarity Judgements ⬇️

scientific article published in January 2007

Inequities in German research system

scientific article published in Nature

Insights from Classifying Visual Concepts with Multiple Kernel Learning ⬇️

scientific article published on August 24, 2012

Integrating dynamic stopping, transfer learning and language models in an adaptive zero-training ERP speller.

scientific article published on 19 May 2014

Interpretable deep neural networks for single-trial EEG classification

scientific article published on 13 October 2016

Interpretable human action recognition in compressed domain

scientific article published in March 2017

Introduction to machine learning for brain imaging ⬇️

scientific article published on December 21, 2010

Invariant Common Spatial Patterns: Alleviating Nonstationarities in Brain-Computer Interfacing ⬇️

Invariant Feature Extraction and Classification in Kernel Spaces ⬇️

Investigating effects of different artefact types on motor imagery BCI.

scientific article published on August 2015

Kernel Feature Spaces and Nonlinear Blind Souce Separation ⬇️

Kernel PCA Pattern Reconstruction via Approximate Pre-Images

Kernel PCA and De-Noising in Feature Spaces ⬇️

scientific article published in January 1999

Large-scale EEG/MEG source localization with spatial flexibility

scientific article published on 9 September 2010

Layer-Wise Relevance Propagation for Neural Networks with Local Renormalization Layers

scientific article published in 2016

Layer-Wise Relevance Propagation: An Overview

scientific article published in 2019

Layer-wise analysis of deep networks with Gaussian kernels ⬇️

Learning Invariant Representations of Molecules for Atomization Energy Prediction ⬇️

scholarly article published in Advances in Neural Information Processing Systems 25

Learning from label proportions in brain-computer interfaces: Online unsupervised learning with guarantees

scientific article

Learning to Predict the Leave-One-Out Error of Kernel Based Classifiers

Linear and nonlinear methods for brain-computer interfaces

scientific article

Localization of class-related mu-rhythm desynchronization in motor imagery based brain-computer interface sessions

scientific article published in January 2010

Localizing and Estimating Causal Relations of Interacting Brain Rhythms ⬇️

scientific article published on November 22, 2010

Logistic Regression for Single Trial EEG Classification ⬇️

scientific article published in January 2007

M3BA: A Mobile, Modular, Multimodal Biosignal Acquisition architecture for miniaturized EEG-NIRS based hybrid BCI and monitoring

scientific article published on 9 September 2016

ML2Motif-Reliable extraction of discriminative sequence motifs from learning machines

scientific article

Machine Learning Predictions of Molecular Properties: Accurate Many-Body Potentials and Nonlocality in Chemical Space

scientific article published on 4 June 2015

Machine Learning for Molecular Simulation

scientific article published on 24 February 2020

Machine learning analysis of DNA methylation profiles distinguishes primary lung squamous cell carcinomas from head and neck metastases

scientific article published on 01 September 2019

Machine learning for real-time single-trial EEG-analysis: from brain-computer interfacing to mental state monitoring.

scientific article

Machine learning models for lipophilicity and their domain of applicability.

scientific article published on 19 July 2007

Machine learning of accurate energy-conserving molecular force fields.

scientific article

Machine learning of molecular electronic properties in chemical compound space

article

Machine-Learning-Based Coadaptive Calibration for Brain-Computer Interfaces ⬇️

scientific article published on December 16, 2010

Many-Body Descriptors for Predicting Molecular Properties with Machine Learning: Analysis of Pairwise and Three-Body Interactions in Molecules

scientific article published on 31 May 2018

Methods for interpreting and understanding deep neural networks

scientific article published in February 2018

Modeling of molecular atomization energies using machine learning.

scientific article

Modeling sparse connectivity between underlying brain sources for EEG/MEG.

scientific article published on 18 May 2010

Molecular force fields with gradient-domain machine learning (GDML): Comparison and synergies with classical force fields

scientific article published on 01 September 2020

Molecular force fields with gradient-domain machine learning: Construction and application to dynamics of small molecules with coupled cluster forces

scientific article published on 01 March 2019

Morphological and molecular breast cancer profiling through explainable machine learning

scientific article published on 8 March 2021

Motion-based Rapid Serial Visual Presentation for Gaze-Independent Brain-Computer Interfaces

scientific article

Motor imagery for severely motor-impaired patients: evidence for brain-computer interfacing as superior control solution.

scientific article

Multimodal imaging technique for rapid response brain-computer interface feedback

Multiple kernel learning for brain-computer interfacing

scientific article published in January 2013

Multiscale temporal neural dynamics predict performance in a complex sensorimotor task

scientific article published on 8 July 2016

Neurophysiological predictor of SMR-based BCI performance

scientific article

New Methods for Splice Site Recognition

article

Non-Gaussian Component Analysis: a Semi-parametric Framework for Linear Dimension Reduction ⬇️

scientific article published in January 2006

Nonlinear Component Analysis as a Kernel Eigenvalue Problem

scientific article (publication date: July 1998)

Nonlinear gradient denoising: Finding accurate extrema from inaccurate functional derivatives

article

Nonlinear interaction decomposition (NID): A method for separation of cross-frequency coupled sources in human brain

scientific article published on 05 February 2020

Objective quality assessment of stereoscopic images with vertical disparity using EEG.

scientific article published on 25 May 2017

On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation

scientific article

On optimal channel configurations for SMR-based brain-computer interfaces

scientific article published on 17 February 2010

On the influence of high-pass filtering on ICA-based artifact reduction in EEG-ERP.

scientific article published on August 2015

On-line learning in changing environments with applications in supervised and unsupervised learning

scientific article

Open Access Dataset for EEG+NIRS Single-Trial Classification

scientific article

Opening the Black Box: Revealing Interpretable Sequence Motifs in Kernel-Based Learning Algorithms

Optimizing spatio-temporal filters for improving Brain-Computer Interfacing ⬇️

scientific article published in January 2006

Optimizing the regularization for image reconstruction of cerebral diffuse optical tomography

scientific article published in September 2014

Optimizing transition states via kernel-based machine learning.

scientific article published in May 2012

Orbital-free bond breaking via machine learning

scientific article published in December 2013

Playing Pinball with non-invasive BCI ⬇️

Predicting BCI subject performance using probabilistic spatio-temporal filters

scientific article

Predicting lipophilicity of drug-discovery molecules using Gaussian process models

scientific article published in September 2007

Pruning by explaining: A novel criterion for deep neural network pruning

scientific article published on 22 February 2021

Pyff – A Pythonic Framework for Feedback Applications and Stimulus Presentation in Neuroscience ⬇️

scientific article published on December 2, 2010

Quantum chemical accuracy from density functional approximations via machine learning

scientific article published on 16 October 2020

Quantum-chemical insights from deep tensor neural networks

scientific article

Real-time robustness evaluation of regression based myoelectric control against arm position change and donning/doffing

scientific article published on 2 November 2017

Recent advances in brain-machine interfaces

scientific article

Reducing Calibration Time For Brain-Computer Interfaces: A Clustering Approach ⬇️

scientific article published in January 2007

Regularizing AdaBoost ⬇️

Relationship between neural and hemodynamic signals during spontaneous activity studied with temporal kernel CCA.

scientific article published on 21 January 2010

Resolving challenges in deep learning-based analyses of histopathological images using explanation methods

scientific article published on 14 April 2020

Revealing the neural response to imperceptible peripheral flicker with machine learning.

scientific article published in January 2011

Review of the BCI Competition IV.

scientific article

Risk estimation of SARS-CoV-2 transmission from bluetooth low energy measurements

scientific article published on 06 October 2020

Robust Ensemble Learning for Data Mining

Robust Spatial Filtering with Beta Divergence ⬇️

Robust Statistical Detection of Power-Law Cross-Correlation

scientific article published on 02 June 2016

Robust common spatial filters with a max-min approach

scientific article published on 8 November 2013

Robust common spatial filters with a maxmin approach

scientific article published in January 2009

Robustly estimating the flow direction of information in complex physical systems

scientific article published on 10 June 2008

Ruppet al.Reply:

scientific article published in Physical Review Letters

SPoC: a novel framework for relating the amplitude of neuronal oscillations to behaviorally relevant parameters

scientific article published on 15 August 2013

SVM2Motif--Reconstructing Overlapping DNA Sequence Motifs by Mimicking an SVM Predictor

scientific article published on 21 December 2015

SchNet: A continuous-filter convolutional neural network for modeling quantum interactions ⬇️

scientific article published in January 2017

Scrutinizing XAI using linear ground-truth data with suppressor variables

scientific article published on 13 April 2022

Sensorimotor Functional Connectivity: A Neurophysiological Factor Related to BCI Performance

scientific article published on 18 December 2020

Simultaneous acquisition of EEG and NIRS during cognitive tasks for an open access dataset

scientific article published on 13 February 2018

Single trial classification of motor imagination using 6 dry EEG electrodes

scientific article (publication date: 2007)

Single-trial analysis and classification of ERP components--a tutorial

scientific article

Single-trial analysis of the neural correlates of speech quality perception

scientific article published on 31 July 2013

Spatial filtering for robust myoelectric control

scientific article published on 23 February 2012

Spatio-spectral filters for improving the classification of single trial EEG.

scientific article

Spatio-temporal dynamics of multimodal EEG-fNIRS signals in the loss and recovery of consciousness under sedation using midazolam and propofol

scientific article published on 9 November 2017

Stationary common spatial patterns for brain–computer interfacing

scientific article published on February 20, 2012

Statistical Theory of Overtraining - Is Cross-Validation Asymptotically Effective? ⬇️

scientific article published in January 1996

StructRank: A New Approach for Ligand-Based Virtual Screening ⬇️

scientific article published on December 17, 2010

Structuring Neural Networks for More Explainable Predictions

scholarly article by Laura Rieger et al published 2018 in Explainable and Interpretable Models in Computer Vision and Machine Learning

Subject independent EEG-based BCI decoding ⬇️

scientific article published in January 2009

Subject-independent mental state classification in single trials

scientific article published on 21 June 2009

Support Vector Data Descriptions and k-Means Clustering: One Class?

scientific article

The BCI Competition 2003: progress and perspectives in detection and discrimination of EEG single trials

scientific article published in June 2004

The BCI competition. III: Validating alternative approaches to actual BCI problems.

scientific article

The Berlin Brain--Computer Interface: accurate performance from first-session in BCI-naïve subjects.

scientific article

The Berlin Brain-Computer Interface

The Berlin Brain-Computer Interface: EEG-based communication without subject training.

scientific article

The Berlin Brain-Computer Interface: Non-Medical Uses of BCI Technology.

scientific article

The Berlin Brain-Computer Interface: Progress Beyond Communication and Control

scientific article

The LDA beamformer: Optimal estimation of ERP source time series using linear discriminant analysis

scientific article

The LRP Toolbox for Artificial Neural Networks ⬇️

academic journal article

The connection between regularization operators and support vector kernels

scientific article published in June 1998

The effect of linear mixing in the EEG on Hurst exponent estimation

scientific article

The need for novel informatics tools for integrating and planning research in molecular and cellular cognition

scientific article (publication date: September 2015)

The non-invasive Berlin Brain-Computer Interface: fast acquisition of effective performance in untrained subjects.

scientific article

Three-way analysis of spectrospatial electromyography data: classification and interpretation

scientific article published on 3 June 2015

Toward a direct measure of video quality perception using EEG.

scientific article published on 13 February 2012

Towards Explainable Artificial Intelligence

scientific article published in 2019

Towards adaptive classification for BCI.

scientific article published in March 2006

Towards an enhanced ERP speller based on the visual processing of face familiarity

scientific article published in January 2014

Towards exact molecular dynamics simulations with machine-learned force fields

scientific article published in Nature Communications

Towards zero training for brain-computer interfacing

scientific article

Trading variance reduction with unbiasedness: the regularized subspace information criterion for robust model selection in kernel regression

scientific article published on May 2004

Transductive Regression for Data With Latent Dependence Structure

scientific article

Transferring subspaces between subjects in brain--computer interfacing

scientific article published on 20 March 2013

True zero-training brain-computer interfacing--an online study

scientific article

Truxillic acid derivatives act as peroxisome proliferator-activated receptor gamma activators

scientific article published on 7 March 2010

Understanding Patch-Based Learning of Video Data by Explaining Predictions

scientific article published in 2019

Understanding kernel ridge regression: Common behaviors from simple functions to density functionals

article

Understanding machine-learned density functionals

article

Unmasking Clever Hans predictors and assessing what machines really learn

scientific article published on 11 March 2019

Unmixing Hyperspectral Data ⬇️

Visual Interpretation of Kernel-Based Prediction Models

scientific article published on 5 September 2011

Wasserstein Training of Restricted Boltzmann Machines ⬇️

scientific article published in January 2016

Zero Training for BCI - Reality for BCI Systems Based on Event-Related Potentials

scientific article

v-Arc: Ensemble Learning in the Presence of Outliers ⬇️

ℓ1-penalized linear mixed-effects models for high dimensional data with application to BCI ⬇️

scientific article published on June 15, 2011

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